Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 374860 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.8 MiB |
| Average record size in memory | 128.0 B |
Variable types
| CAT | 8 |
|---|---|
| NUM | 8 |
name has a high cardinality: 372068 distinct values | High cardinality |
category has a high cardinality: 159 distinct values | High cardinality |
deadline has a high cardinality: 3164 distinct values | High cardinality |
launched has a high cardinality: 374298 distinct values | High cardinality |
usd_pledged_real is highly correlated with pledged and 1 other fields | High correlation |
pledged is highly correlated with usd_pledged_real | High correlation |
usd pledged is highly correlated with usd_pledged_real | High correlation |
usd_goal_real is highly correlated with goal | High correlation |
goal is highly correlated with usd_goal_real | High correlation |
country is highly correlated with currency | High correlation |
currency is highly correlated with country | High correlation |
goal is highly skewed (γ1 = 70.44444164) | Skewed |
pledged is highly skewed (γ1 = 74.9629582) | Skewed |
backers is highly skewed (γ1 = 86.34074093) | Skewed |
usd pledged is highly skewed (γ1 = 105.8993653) | Skewed |
usd_pledged_real is highly skewed (γ1 = 82.00467516) | Skewed |
usd_goal_real is highly skewed (γ1 = 77.82887696) | Skewed |
GoalReachedPercentage is highly skewed (γ1 = 252.5160537) | Skewed |
name is uniformly distributed | Uniform |
launched is uniformly distributed | Uniform |
ID has unique values | Unique |
pledged has 51808 (13.8%) zeros | Zeros |
backers has 51811 (13.8%) zeros | Zeros |
usd pledged has 68111 (18.2%) zeros | Zeros |
usd_pledged_real has 51808 (13.8%) zeros | Zeros |
GoalReachedPercentage has 51808 (13.8%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-18 19:00:26.889183 |
|---|---|
| Analysis finished | 2020-11-18 19:01:17.803895 |
| Duration | 50.91 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 374860 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1074652356 |
|---|---|
| Minimum | 5971 |
| Maximum | 2147476221 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 5971 |
|---|---|
| 5-th percentile | 108665913.6 |
| Q1 | 538063323 |
| median | 1075289160 |
| Q3 | 1610137351 |
| 95-th percentile | 2039710999 |
| Maximum | 2147476221 |
| Range | 2147470250 |
| Interquartile range (IQR) | 1072074028 |
Descriptive statistics
| Standard deviation | 619136772.6 |
|---|---|
| Coefficient of variation (CV) | 0.5761274978 |
| Kurtosis | -1.198059604 |
| Mean | 1074652356 |
| Median Absolute Deviation (MAD) | 536018356 |
| Skewness | -0.002572662134 |
| Sum | 4.02844182e+14 |
| Variance | 3.833303432e+17 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 41420799 | 1 | < 0.1% | |
| 71987657 | 1 | < 0.1% | |
| 1717217536 | 1 | < 0.1% | |
| 71981071 | 1 | < 0.1% | |
| 1570410135 | 1 | < 0.1% | |
| 715957278 | 1 | < 0.1% | |
| 2028132855 | 1 | < 0.1% | |
| 646267140 | 1 | < 0.1% | |
| 1328216330 | 1 | < 0.1% | |
| 1211285773 | 1 | < 0.1% | |
| Other values (374850) | 374850 | > 99.9% |
| Value | Count | Frequency (%) | |
| 5971 | 1 | < 0.1% | |
| 18520 | 1 | < 0.1% | |
| 21109 | 1 | < 0.1% | |
| 21371 | 1 | < 0.1% | |
| 24380 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2147476221 | 1 | < 0.1% | |
| 2147472329 | 1 | < 0.1% | |
| 2147466649 | 1 | < 0.1% | |
| 2147460119 | 1 | < 0.1% | |
| 2147455254 | 1 | < 0.1% |
| Distinct | 372068 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| New EP/Music Development | 13 |
|---|---|
| Canceled (Canceled) | 13 |
| N/A (Canceled) | 11 |
| Music Video | 11 |
| New EP / Music Development | 10 |
| Other values (372063) |
| Value | Count | Frequency (%) | |
| New EP/Music Development | 13 | < 0.1% | |
| Canceled (Canceled) | 13 | < 0.1% | |
| N/A (Canceled) | 11 | < 0.1% | |
| Music Video | 11 | < 0.1% | |
| New EP / Music Development | 10 | < 0.1% | |
| Cancelled (Canceled) | 10 | < 0.1% | |
| Reflections | 9 | < 0.1% | |
| Debut Album | 9 | < 0.1% | |
| The Journey | 9 | < 0.1% | |
| Pizza | 8 | < 0.1% | |
| Other values (372058) | 374757 | > 99.9% |
Frequencies of value counts
Unique
| Unique | 369880 ? |
|---|---|
| Unique (%) | 98.7% |
Histogram of lengths of the category
Length
| Max length | 96 |
|---|---|
| Median length | 34 |
| Mean length | 34.86675292 |
| Min length | 1 |
| Distinct | 159 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Product Design | 22310 |
|---|---|
| Documentary | 16138 |
| Tabletop Games | 14178 |
| Music | 13340 |
| Shorts | 12357 |
| Other values (154) |
| Value | Count | Frequency (%) | |
| Product Design | 22310 | 6.0% | |
| Documentary | 16138 | 4.3% | |
| Tabletop Games | 14178 | 3.8% | |
| Music | 13340 | 3.6% | |
| Shorts | 12357 | 3.3% | |
| Video Games | 11828 | 3.2% | |
| Food | 11492 | 3.1% | |
| Film & Video | 9224 | 2.5% | |
| Fiction | 9168 | 2.4% | |
| Fashion | 8554 | 2.3% | |
| Other values (149) | 246271 | 65.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 18 |
|---|---|
| Median length | 9 |
| Mean length | 9.062695406 |
| Min length | 3 |
main_category
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Film & Video | |
|---|---|
| Music | |
| Publishing | |
| Games | |
| Technology | |
| Other values (10) |
| Value | Count | Frequency (%) | |
| Film & Video | 62696 | 16.7% | |
| Music | 49530 | 13.2% | |
| Publishing | 39379 | 10.5% | |
| Games | 35225 | 9.4% | |
| Technology | 32562 | 8.7% | |
| Design | 30066 | 8.0% | |
| Art | 28152 | 7.5% | |
| Food | 24599 | 6.6% | |
| Fashion | 22812 | 6.1% | |
| Theater | 10912 | 2.9% | |
| Other values (5) | 38927 | 10.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 7.462930161 |
| Min length | 3 |
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| USD | |
|---|---|
| GBP | |
| EUR | 17219 |
| CAD | 14756 |
| AUD | 7839 |
| Other values (9) | 8751 |
| Value | Count | Frequency (%) | |
| USD | 292624 | 78.1% | |
| GBP | 33671 | 9.0% | |
| EUR | 17219 | 4.6% | |
| CAD | 14756 | 3.9% | |
| AUD | 7839 | 2.1% | |
| SEK | 1757 | 0.5% | |
| MXN | 1752 | 0.5% | |
| NZD | 1447 | 0.4% | |
| DKK | 1113 | 0.3% | |
| CHF | 761 | 0.2% | |
| Other values (4) | 1921 | 0.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 3164 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| 2014-08-08 | 702 |
|---|---|
| 2014-08-10 | 556 |
| 2014-08-07 | 541 |
| 2014-08-09 | 473 |
| 2015-05-01 | 463 |
| Other values (3159) |
| Value | Count | Frequency (%) | |
| 2014-08-08 | 702 | 0.2% | |
| 2014-08-10 | 556 | 0.1% | |
| 2014-08-07 | 541 | 0.1% | |
| 2014-08-09 | 473 | 0.1% | |
| 2015-05-01 | 463 | 0.1% | |
| 2015-07-01 | 437 | 0.1% | |
| 2014-08-15 | 421 | 0.1% | |
| 2015-04-01 | 420 | 0.1% | |
| 2014-08-31 | 411 | 0.1% | |
| 2014-08-14 | 411 | 0.1% | |
| Other values (3154) | 370025 | 98.7% |
Frequencies of value counts
Unique
| Unique | 38 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
| Distinct | 8312 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49522.98884 |
|---|---|
| Minimum | 0.01 |
| Maximum | 100000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 400 |
| Q1 | 2000 |
| median | 5500 |
| Q3 | 16500 |
| 95-th percentile | 90000 |
| Maximum | 100000000 |
| Range | 99999999.99 |
| Interquartile range (IQR) | 14500 |
Descriptive statistics
| Standard deviation | 1189361.601 |
|---|---|
| Coefficient of variation (CV) | 24.0163534 |
| Kurtosis | 5519.119935 |
| Mean | 49522.98884 |
| Median Absolute Deviation (MAD) | 4500 |
| Skewness | 70.44444164 |
| Sum | 1.85641876e+10 |
| Variance | 1.414581018e+12 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 5000 | 29180 | 7.8% | |
| 10000 | 25980 | 6.9% | |
| 1000 | 16876 | 4.5% | |
| 3000 | 15348 | 4.1% | |
| 2000 | 14903 | 4.0% | |
| 15000 | 14222 | 3.8% | |
| 20000 | 13092 | 3.5% | |
| 500 | 11597 | 3.1% | |
| 2500 | 11589 | 3.1% | |
| 25000 | 10365 | 2.8% | |
| Other values (8302) | 211708 | 56.5% |
| Value | Count | Frequency (%) | |
| 0.01 | 2 | < 0.1% | |
| 0.15 | 1 | < 0.1% | |
| 0.5 | 1 | < 0.1% | |
| 1 | 430 | 0.1% | |
| 1.85 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100000000 | 36 | < 0.1% | |
| 99000000 | 2 | < 0.1% | |
| 80000000 | 2 | < 0.1% | |
| 75000000 | 1 | < 0.1% | |
| 73000000 | 1 | < 0.1% |
| Distinct | 374298 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| 1970-01-01 01:00:00 | 7 |
|---|---|
| 2013-05-06 17:47:30 | 2 |
| 2016-10-24 19:11:04 | 2 |
| 2012-04-19 01:42:00 | 2 |
| 2016-05-03 02:36:20 | 2 |
| Other values (374293) |
| Value | Count | Frequency (%) | |
| 1970-01-01 01:00:00 | 7 | < 0.1% | |
| 2013-05-06 17:47:30 | 2 | < 0.1% | |
| 2016-10-24 19:11:04 | 2 | < 0.1% | |
| 2012-04-19 01:42:00 | 2 | < 0.1% | |
| 2016-05-03 02:36:20 | 2 | < 0.1% | |
| 2014-07-03 22:29:36 | 2 | < 0.1% | |
| 2016-05-23 03:39:59 | 2 | < 0.1% | |
| 2012-03-10 15:31:39 | 2 | < 0.1% | |
| 2017-12-08 20:43:30 | 2 | < 0.1% | |
| 2014-06-02 22:54:31 | 2 | < 0.1% | |
| Other values (374288) | 374835 | > 99.9% |
Frequencies of value counts
Unique
| Unique | 373741 ? |
|---|---|
| Unique (%) | 99.7% |
Histogram of lengths of the category
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
| Distinct | 61936 |
|---|---|
| Distinct (%) | 16.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9750.538301 |
|---|---|
| Minimum | 0 |
| Maximum | 20338986.27 |
| Zeros | 51808 |
| Zeros (%) | 13.8% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 31 |
| median | 620 |
| Q3 | 4080 |
| 95-th percentile | 30010.05 |
| Maximum | 20338986.27 |
| Range | 20338986.27 |
| Interquartile range (IQR) | 4049 |
Descriptive statistics
| Standard deviation | 96010.93751 |
|---|---|
| Coefficient of variation (CV) | 9.846732 |
| Kurtosis | 9952.710565 |
| Mean | 9750.538301 |
| Median Absolute Deviation (MAD) | 620 |
| Skewness | 74.9629582 |
| Sum | 3655086787 |
| Variance | 9218100121 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 51808 | 13.8% | |
| 1 | 9023 | 2.4% | |
| 10 | 4982 | 1.3% | |
| 25 | 3958 | 1.1% | |
| 50 | 3594 | 1.0% | |
| 5 | 3577 | 1.0% | |
| 20 | 3196 | 0.9% | |
| 100 | 3030 | 0.8% | |
| 2 | 2399 | 0.6% | |
| 30 | 2110 | 0.6% | |
| Other values (61926) | 287183 | 76.6% |
| Value | Count | Frequency (%) | |
| 0 | 51808 | 13.8% | |
| 1 | 9023 | 2.4% | |
| 1.01 | 5 | < 0.1% | |
| 1.02 | 3 | < 0.1% | |
| 1.03 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20338986.27 | 1 | < 0.1% | |
| 13285226.36 | 1 | < 0.1% | |
| 12779843.49 | 1 | < 0.1% | |
| 12393139.69 | 1 | < 0.1% | |
| 10266845.74 | 1 | < 0.1% |
state
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| failed | |
|---|---|
| successful | |
| canceled | |
| live | 2798 |
| suspended | 1843 |
| Value | Count | Frequency (%) | |
| failed | 197611 | 52.7% | |
| successful | 133851 | 35.7% | |
| canceled | 38757 | 10.3% | |
| live | 2798 | 0.7% | |
| suspended | 1843 | 0.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 7.634879688 |
| Min length | 4 |
| Distinct | 3963 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 106.6883663 |
|---|---|
| Minimum | 0 |
| Maximum | 219382 |
| Zeros | 51811 |
| Zeros (%) | 13.8% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 12 |
| Q3 | 57 |
| 95-th percentile | 338 |
| Maximum | 219382 |
| Range | 219382 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 911.7101242 |
|---|---|
| Coefficient of variation (CV) | 8.545543958 |
| Kurtosis | 13818.22311 |
| Mean | 106.6883663 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 86.34074093 |
| Sum | 39993201 |
| Variance | 831215.3506 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 51811 | 13.8% | |
| 1 | 34868 | 9.3% | |
| 2 | 23196 | 6.2% | |
| 3 | 16063 | 4.3% | |
| 4 | 12068 | 3.2% | |
| 5 | 9715 | 2.6% | |
| 6 | 8137 | 2.2% | |
| 7 | 7014 | 1.9% | |
| 8 | 6198 | 1.7% | |
| 9 | 5553 | 1.5% | |
| Other values (3953) | 200237 | 53.4% |
| Value | Count | Frequency (%) | |
| 0 | 51811 | 13.8% | |
| 1 | 34868 | 9.3% | |
| 2 | 23196 | 6.2% | |
| 3 | 16063 | 4.3% | |
| 4 | 12068 | 3.2% |
| Value | Count | Frequency (%) | |
| 219382 | 1 | < 0.1% | |
| 154926 | 1 | < 0.1% | |
| 105857 | 1 | < 0.1% | |
| 91585 | 1 | < 0.1% | |
| 87142 | 1 | < 0.1% |
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| US | |
|---|---|
| GB | |
| CA | 14756 |
| AU | 7839 |
| DE | 4171 |
| Other values (17) | 21799 |
| Value | Count | Frequency (%) | |
| US | 292624 | 78.1% | |
| GB | 33671 | 9.0% | |
| CA | 14756 | 3.9% | |
| AU | 7839 | 2.1% | |
| DE | 4171 | 1.1% | |
| FR | 2939 | 0.8% | |
| IT | 2878 | 0.8% | |
| NL | 2868 | 0.8% | |
| ES | 2276 | 0.6% | |
| SE | 1757 | 0.5% | |
| Other values (12) | 9081 | 2.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 95454 |
|---|---|
| Distinct (%) | 25.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7036.802252 |
|---|---|
| Minimum | 0 |
| Maximum | 20338986.27 |
| Zeros | 68111 |
| Zeros (%) | 18.2% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 16.98 |
| median | 394.765 |
| Q3 | 3034.425 |
| 95-th percentile | 22433.0475 |
| Maximum | 20338986.27 |
| Range | 20338986.27 |
| Interquartile range (IQR) | 3017.445 |
Descriptive statistics
| Standard deviation | 78640.16167 |
|---|---|
| Coefficient of variation (CV) | 11.17555373 |
| Kurtosis | 18960.72249 |
| Mean | 7036.802252 |
| Median Absolute Deviation (MAD) | 394.765 |
| Skewness | 105.8993653 |
| Sum | 2637815692 |
| Variance | 6184275027 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 68111 | 18.2% | |
| 1 | 5341 | 1.4% | |
| 25 | 3877 | 1.0% | |
| 10 | 3624 | 1.0% | |
| 50 | 3141 | 0.8% | |
| 100 | 2673 | 0.7% | |
| 5 | 2598 | 0.7% | |
| 20 | 2473 | 0.7% | |
| 30 | 1717 | 0.5% | |
| 2 | 1451 | 0.4% | |
| Other values (95444) | 279854 | 74.7% |
| Value | Count | Frequency (%) | |
| 0 | 68111 | 18.2% | |
| 0.47 | 3 | < 0.1% | |
| 0.48 | 1 | < 0.1% | |
| 0.51 | 1 | < 0.1% | |
| 0.52 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20338986.27 | 1 | < 0.1% | |
| 13285226.36 | 1 | < 0.1% | |
| 12779843.49 | 1 | < 0.1% | |
| 10266845.74 | 1 | < 0.1% | |
| 9192055.66 | 1 | < 0.1% |
| Distinct | 105383 |
|---|---|
| Distinct (%) | 28.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9120.898549 |
|---|---|
| Minimum | 0 |
| Maximum | 20338986.27 |
| Zeros | 51808 |
| Zeros (%) | 13.8% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 31 |
| median | 624.495 |
| Q3 | 4050.895 |
| 95-th percentile | 28376.0375 |
| Maximum | 20338986.27 |
| Range | 20338986.27 |
| Interquartile range (IQR) | 4019.895 |
Descriptive statistics
| Standard deviation | 91319.69443 |
|---|---|
| Coefficient of variation (CV) | 10.01213794 |
| Kurtosis | 11733.90245 |
| Mean | 9120.898549 |
| Median Absolute Deviation (MAD) | 624.495 |
| Skewness | 82.00467516 |
| Sum | 3419060030 |
| Variance | 8339286591 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 51808 | 13.8% | |
| 1 | 6557 | 1.7% | |
| 10 | 3605 | 1.0% | |
| 25 | 3423 | 0.9% | |
| 50 | 2915 | 0.8% | |
| 5 | 2564 | 0.7% | |
| 100 | 2436 | 0.6% | |
| 20 | 2340 | 0.6% | |
| 2 | 1676 | 0.4% | |
| 30 | 1642 | 0.4% | |
| Other values (105373) | 295894 | 78.9% |
| Value | Count | Frequency (%) | |
| 0 | 51808 | 13.8% | |
| 0.45 | 1 | < 0.1% | |
| 0.47 | 1 | < 0.1% | |
| 0.48 | 2 | < 0.1% | |
| 0.49 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20338986.27 | 1 | < 0.1% | |
| 13285226.36 | 1 | < 0.1% | |
| 12779843.49 | 1 | < 0.1% | |
| 12393139.69 | 1 | < 0.1% | |
| 10266845.74 | 1 | < 0.1% |
| Distinct | 50032 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45863.02597 |
|---|---|
| Minimum | 0.01 |
| Maximum | 166361390.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 400 |
| Q1 | 2000 |
| median | 5500 |
| Q3 | 16000 |
| 95-th percentile | 80000 |
| Maximum | 166361390.7 |
| Range | 166361390.7 |
| Interquartile range (IQR) | 14000 |
Descriptive statistics
| Standard deviation | 1158767.373 |
|---|---|
| Coefficient of variation (CV) | 25.26582902 |
| Kurtosis | 7011.97199 |
| Mean | 45863.02597 |
| Median Absolute Deviation (MAD) | 4500 |
| Skewness | 77.82887696 |
| Sum | 1.719221392e+10 |
| Variance | 1.342741824e+12 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 5000 | 23720 | 6.3% | |
| 10000 | 20785 | 5.5% | |
| 1000 | 13028 | 3.5% | |
| 3000 | 12402 | 3.3% | |
| 2000 | 11668 | 3.1% | |
| 15000 | 11373 | 3.0% | |
| 20000 | 10121 | 2.7% | |
| 2500 | 9641 | 2.6% | |
| 500 | 8587 | 2.3% | |
| 25000 | 8361 | 2.2% | |
| Other values (50022) | 245174 | 65.4% |
| Value | Count | Frequency (%) | |
| 0.01 | 2 | < 0.1% | |
| 0.15 | 1 | < 0.1% | |
| 0.49 | 1 | < 0.1% | |
| 0.5 | 1 | < 0.1% | |
| 0.55 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 166361390.7 | 1 | < 0.1% | |
| 151395869.9 | 1 | < 0.1% | |
| 110169771.6 | 1 | < 0.1% | |
| 107369867.7 | 1 | < 0.1% | |
| 104057189.8 | 1 | < 0.1% |
| Distinct | 120288 |
|---|---|
| Distinct (%) | 32.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 326.2892755 |
|---|---|
| Minimum | 0 |
| Maximum | 10427789 |
| Zeros | 51808 |
| Zeros (%) | 13.8% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.4571428571 |
| median | 13.42 |
| Q3 | 106.5281429 |
| 95-th percentile | 257.9724638 |
| Maximum | 10427789 |
| Range | 10427789 |
| Interquartile range (IQR) | 106.071 |
Descriptive statistics
| Standard deviation | 26824.81875 |
|---|---|
| Coefficient of variation (CV) | 82.21176964 |
| Kurtosis | 80344.90649 |
| Mean | 326.2892755 |
| Median Absolute Deviation (MAD) | 13.42 |
| Skewness | 252.5160537 |
| Sum | 122312797.8 |
| Variance | 719570901.2 |
| Monotocity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 51808 | 13.8% | |
| 100 | 4119 | 1.1% | |
| 1 | 2033 | 0.5% | |
| 0.1 | 1879 | 0.5% | |
| 0.2 | 1776 | 0.5% | |
| 0.5 | 1644 | 0.4% | |
| 2 | 1441 | 0.4% | |
| 0.02 | 1430 | 0.4% | |
| 0.05 | 1121 | 0.3% | |
| 0.4 | 1119 | 0.3% | |
| Other values (120278) | 306490 | 81.8% |
| Value | Count | Frequency (%) | |
| 0 | 51808 | 13.8% | |
| 1e-06 | 8 | < 0.1% | |
| 1.25e-06 | 1 | < 0.1% | |
| 1.818181818e-06 | 1 | < 0.1% | |
| 2e-06 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10427789 | 1 | < 0.1% | |
| 6876410 | 1 | < 0.1% | |
| 5526657 | 1 | < 0.1% | |
| 4153501 | 1 | < 0.1% | |
| 3284300 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| ID | name | category | main_category | currency | deadline | goal | launched | pledged | state | backers | country | usd pledged | usd_pledged_real | usd_goal_real | GoalReachedPercentage | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 9509582 | VULFPECK /// The Beautiful Game | Music | Music | USD | 2016-10-17 | 1.0 | 2016-08-18 09:04:03 | 104277.89 | successful | 3917 | US | 23874.13 | 104277.89 | 1.00 | 10427789.0 |
| 1 | 1947298033 | Re-covering with Friends | Rock | Music | USD | 2016-12-13 | 1.0 | 2016-10-14 19:04:27 | 68764.10 | successful | 955 | US | 9306.00 | 68764.10 | 1.00 | 6876410.0 |
| 2 | 907870443 | VULFPECK /// Thrill of the Arts | Music | Music | USD | 2015-10-09 | 1.0 | 2015-08-10 19:31:56 | 55266.57 | successful | 1673 | US | 55266.57 | 55266.57 | 1.00 | 5526657.0 |
| 3 | 1388400809 | Energy Hook | Video Games | Games | USD | 2013-06-10 | 1.0 | 2013-05-10 01:22:38 | 41535.01 | successful | 1622 | US | 41535.01 | 41535.01 | 1.00 | 4153501.0 |
| 4 | 1413857335 | Band of Brothers 2nd Chance | Tabletop Games | Games | USD | 2016-08-02 | 1.0 | 2016-07-12 00:29:12 | 32843.00 | successful | 268 | US | 26095.00 | 32843.00 | 1.00 | 3284300.0 |
| 5 | 521903377 | CLOCKWRIGHT: Large-Scale Analogue Time Machines | Sculpture | Art | USD | 2016-01-13 | 1.0 | 2015-12-14 12:57:33 | 27588.23 | successful | 162 | US | 27588.23 | 27588.23 | 1.00 | 2758823.0 |
| 6 | 951161619 | Heartbreak Hits – Theo Katzman's Second LP | Music | Music | USD | 2017-01-03 | 1.0 | 2016-11-04 15:52:18 | 24675.00 | successful | 665 | US | 7375.00 | 24675.00 | 1.00 | 2467500.0 |
| 7 | 550443638 | Penny Arcade's Podcast, "Downloadable Content": The Return | Radio & Podcasts | Publishing | USD | 2013-05-31 | 10.0 | 2013-05-08 20:02:14 | 230360.67 | successful | 5001 | US | 230360.67 | 230360.67 | 10.00 | 2303606.7 |
| 8 | 1077219132 | THE 'mi8' RISES | The Best Wireless Duo Stereo Sound System | Hardware | Technology | USD | 2016-10-13 | 1.0 | 2016-09-13 18:03:12 | 22603.00 | successful | 163 | US | 9154.00 | 22603.00 | 1.00 | 2260300.0 |
| 9 | 1836862932 | CO-OP THE GAME (Canceled) | Video Games | Games | CAD | 2013-10-14 | 1.0 | 2013-09-09 23:15:12 | 16949.00 | canceled | 35 | CA | 16283.38 | 16461.73 | 0.97 | 1694900.0 |
Last rows
| ID | name | category | main_category | currency | deadline | goal | launched | pledged | state | backers | country | usd pledged | usd_pledged_real | usd_goal_real | GoalReachedPercentage | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 374850 | 1388325400 | Valentino Rossi 46 FanPage | Web | Journalism | EUR | 2016-03-04 | 5000.0 | 2016-02-03 21:47:15 | 0.0 | failed | 0 | IT | 0.0 | 0.0 | 5484.98 | 0.0 |
| 374851 | 493207574 | Supalime Open Story | Publishing | Publishing | USD | 2015-11-14 | 20000.0 | 2015-10-15 02:01:13 | 0.0 | failed | 0 | US | 0.0 | 0.0 | 20000.00 | 0.0 |
| 374852 | 493338372 | The Golden Spirit Webcomic: Chapter 1 | Webcomics | Comics | USD | 2016-09-27 | 8000.0 | 2016-07-29 01:16:08 | 0.0 | canceled | 0 | US | 0.0 | 0.0 | 8000.00 | 0.0 |
| 374853 | 493320837 | Funding for Pepakura helmets | Comics | Comics | GBP | 2014-08-20 | 55.0 | 2014-07-21 20:39:17 | 0.0 | failed | 0 | GB | 0.0 | 0.0 | 91.18 | 0.0 |
| 374854 | 49329378 | Two Full-Length Feature Films in 10 Days | Film & Video | Film & Video | USD | 2011-09-29 | 25000.0 | 2011-09-04 17:28:45 | 0.0 | failed | 0 | US | 0.0 | 0.0 | 25000.00 | 0.0 |
| 374855 | 493272583 | Bite O' Blue® (Canceled) | Food | Food | USD | 2012-02-15 | 38000.0 | 2011-12-17 02:46:31 | 0.0 | canceled | 0 | US | 0.0 | 0.0 | 38000.00 | 0.0 |
| 374856 | 493244824 | Funny Video About Emigration | Music Videos | Film & Video | GBP | 2014-08-11 | 600.0 | 2014-07-12 07:52:00 | 0.0 | failed | 0 | GB | 0.0 | 0.0 | 1001.40 | 0.0 |
| 374857 | 493224232 | Secret Kickstarter Project (Canceled) | Technology | Technology | EUR | 2014-08-16 | 5000.0 | 2014-07-17 01:18:13 | 0.0 | canceled | 0 | NL | 0.0 | 0.0 | 6633.50 | 0.0 |
| 374858 | 493218174 | Do It Yourself Wood Projects and Art | Public Art | Art | USD | 2015-11-21 | 35000.0 | 2015-10-16 22:49:49 | 0.0 | failed | 0 | US | 0.0 | 0.0 | 35000.00 | 0.0 |
| 374859 | 1000002330 | The Songs of Adelaide & Abullah | Poetry | Publishing | GBP | 2015-10-09 | 1000.0 | 2015-08-11 12:12:28 | 0.0 | failed | 0 | GB | 0.0 | 0.0 | 1533.95 | 0.0 |